{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "4966b868",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "from concurrent.futures import ProcessPoolExecutor\n",
    "from pathlib import Path\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from lhotse import CutSet, Fbank, LilcomFilesWriter\n",
    "from lhotse.augmentation import SoxEffectTransform, RandomValue\n",
    "from lhotse.dataset import K2SpeechRecognitionDataset\n",
    "from lhotse.dataset.sampling import SingleCutSampler\n",
    "from lhotse.recipes.gigaspeech import download_gigaspeech, prepare_gigaspeech"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "09953929",
   "metadata": {},
   "source": [
    "# Settings for paths"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "32a62cbd",
   "metadata": {},
   "outputs": [],
   "source": [
    "root_dir = Path('data')\n",
    "corpus_dir = root_dir / 'GigaSpeech'\n",
    "output_dir = root_dir / 'gigaspeech_nb'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6e36c2ac",
   "metadata": {},
   "source": [
    "# Select data parts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9d330c65",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_set = 'XS'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "0f297483",
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset_parts = (train_set, 'TEST')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "76f540f5",
   "metadata": {},
   "source": [
    "# Download the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4a92aed6",
   "metadata": {},
   "outputs": [],
   "source": [
    "password = ''",
    "# You need to fill out the Google Form to get the password",
    "# https://forms.gle/UuGQAPyscGRrUMLq6\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b5649222",
   "metadata": {},
   "outputs": [],
   "source": [
    "download_gigaspeech(password, corpus_dir, dataset_parts)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "52f5b7b7",
   "metadata": {},
   "source": [
    "# Prepare audio and supervision manifests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "74f439b9",
   "metadata": {},
   "outputs": [],
   "source": [
    "num_jobs = os.cpu_count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f513389d",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "gigaspeech_manifests = prepare_gigaspeech(corpus_dir, dataset_parts, output_dir, num_jobs=num_jobs)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e41bc80a",
   "metadata": {},
   "source": [
    "# [Optional] Data augmentation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a0d04363",
   "metadata": {},
   "outputs": [],
   "source": [
    "use_data_augmentation = False\n",
    "augment_fn = SoxEffectTransform(effects=[\n",
    "   ['reverb', 50, 50, RandomValue(0, 100)],\n",
    "   ['remix', '-'],  # Merge all channels (reverb changes mono to stereo)\n",
    "   ['rate', 16000],\n",
    "]) if use_data_augmentation else None"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da3bbf2d",
   "metadata": {},
   "source": [
    "# Extract features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "52d251f4",
   "metadata": {},
   "outputs": [],
   "source": [
    "for partition, manifests in gigaspeech_manifests.items():\n",
    "    manifest_path = output_dir / f'cuts_{partition}.jsonl.gz'\n",
    "    if not manifest_path.is_file():\n",
    "        with ProcessPoolExecutor(num_jobs) as ex:\n",
    "            cut_set = CutSet.from_manifests(\n",
    "                recordings=manifests['recordings'],\n",
    "                supervisions=manifests['supervisions']\n",
    "            )\n",
    "            if use_data_augmentation:\n",
    "                cut_set = cut_set + cut_set.perturb_speed(0.9) + cut_set.perturb_speed(1.1)\n",
    "            cut_set = cut_set.compute_and_store_features(\n",
    "                extractor=Fbank(),\n",
    "                storage_path=f'{output_dir}/feats_{partition}',\n",
    "                storage_type=LilcomFilesWriter,\n",
    "                augment_fn=augment_fn,\n",
    "                num_jobs=num_jobs,\n",
    "                executor=ex\n",
    "            )\n",
    "        gigaspeech_manifests[partition]['cuts'] = cut_set\n",
    "        cut_set.to_json(manifest_path)\n",
    "    gigaspeech_manifests[partition] = CutSet.from_jsonl(manifest_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d8d9bca8",
   "metadata": {},
   "source": [
    "# Make PyTorch Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "fd1fe969",
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset_test = K2SpeechRecognitionDataset(gigaspeech_manifests['TEST'])\n",
    "dataset_train = K2SpeechRecognitionDataset(gigaspeech_manifests[train_set])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "21081042",
   "metadata": {},
   "source": [
    "# Illustration of an example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "49985f06",
   "metadata": {},
   "outputs": [],
   "source": [
    "sampler = SingleCutSampler(dataset_test.cuts, shuffle=False, max_cuts=4)\n",
    "cut_id = next(iter(sampler))[0]\n",
    "sample = dataset_test[[cut_id]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "bfd1ad82",
   "metadata": {},
   "outputs": [],
   "source": [
    "seg_id = 1\n",
    "text = sample['supervisions']['text'][seg_id]\n",
    "start_frame = int(sample['supervisions']['start_frame'][seg_id])\n",
    "end_frame = start_frame + int(sample['supervisions']['num_frames'][seg_id]) - 1\n",
    "feats = sample['inputs'][0][start_frame:end_frame, :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "66e35f2f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Transcript: WELL THERE'S A NEW SHOW FROM MARKETPLACE AND BRAINS ON THAT WILL HELP ADDRESS JUST THAT <PERIOD>\n",
      "Supervisions start frame: 486\n",
      "Supervisions end frame: 1015\n",
      "Feature matrix:\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('Transcript:', text)\n",
    "print('Supervisions start frame:', start_frame)\n",
    "print('Supervisions end frame:', end_frame)\n",
    "print('Feature matrix:')\n",
    "plt.matshow(feats.transpose(0, 1).flip(0));"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
